gc()
used (Mb) gc trigger (Mb) limit (Mb) max used (Mb)
Ncells 3536094 188.9 6335597 338.4 NA 4616375 246.6
Vcells 791539518 6039.0 1074675028 8199.2 16384 791853945 6041.4
Rows: 458913 Columns: 2
── Column specification ──────────────────────────────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (1): customer_ID
dbl (1): target
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
Warning: The working directory was changed to /Users/root1/Documents/DAC_Project/R inside a notebook chunk. The working directory will be reset when the chunk is finished running. Use the knitr root.dir option in the setup chunk to change the working directory for notebook chunks.
head(data_train)
format(object.size(data_train), units = "Gb")
[1] "5.9 Gb"
benchmark(data_train[sample(1:nrow(data_train), round(0.001*nrow(data_train)), replace=F),]
)
seq(0,1,0.001)
p = seq(0,1,0.001)
plot(p, p*sqrt(5500000/100), ylim = c(0,0.05),xlim = c(0,0.001), type = "l")
N = nrow(data)
i_total = 1:N
#sample validation index
i_val = sample(i_total, floor(N*0.3))
i_total = i_total[!i_total %in% i_train]
#sample test index
i_test = sample(i_total, floor(N*0.2))
i_total = i_total[!i_total %in% i_train]
#remainder for train
i_train = i_total
qwe_x = data_train %>% slice_head(n = 300) %>% removeNonNumerics() %>% dplyr::select(-customer_ID)
qwe_y = train_labels %>% slice_head(n = 300) %>% select(target)
source('/Users/root1/Documents/DAC_Project/R/config.R')
Rows: 458913 Columns: 2
── Column specification ──────────────────────────────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (1): customer_ID
dbl (1): target
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
Warning: The working directory was changed to /Users/root1/Documents/DAC_Project/R inside a notebook chunk. The working directory will be reset when the chunk is finished running. Use the knitr root.dir option in the setup chunk to change the working directory for notebook chunks.
DF %>% ungroup() %>% dplyr::select(-c(customer_ID,target))
model <- keras_model_sequential() %>%
layer_dense(units = 1024, activation = 'relu', input_shape = 136, name = "dense1") %>%
layer_dropout(rate = 0.4) %>%
layer_dense(units = 1024, activation = 'relu', name = "dense2") %>%
layer_dropout(rate = 0.3) %>%
layer_dense(units = 1024, activation = 'relu', name = "dense3") %>%
layer_dropout(rate = 0.1) %>%
layer_dense(units = 1, activation = 'sigmoid', name = "dense4") %>%
compile(loss = 'binary_crossentropy',
metrics = "accuracy",
optimizer = optimizer_adam(learning_rate = 0.00001),
)
# training and evaluation
fit <- model %>% fit(
as.matrix(DF %>% dplyr::select(-c(customer_ID,target))),
DF$target,
#x = data[i_train,], y = (train_labels$target)[i_train],
#validation_data = list(data[i_val,], (train_labels$target)[i_val]),
epochs = 200,
batch_size = 2048, #floor(nrow(data)*0.01),
verbose = TRUE,
validation_split = 0.5,
callbacks = callback_early_stopping(monitor = "val_loss", patience = 5)
)
Epoch 1/200
2022-07-25 01:42:47.195814: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:113] Plugin optimizer for device_type GPU is enabled.
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113/113 [==============================] - 3s 20ms/step - loss: 0.6930 - accuracy: 0.7403
2022-07-25 01:42:50.325034: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:113] Plugin optimizer for device_type GPU is enabled.
113/113 [==============================] - 5s 34ms/step - loss: 0.6930 - accuracy: 0.7403 - val_loss: 0.6929 - val_accuracy: 0.7419
Epoch 2/200
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Epoch 3/200
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Epoch 4/200
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Epoch 5/200
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Epoch 6/200
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113/113 [==============================] - 3s 26ms/step - loss: 0.6917 - accuracy: 0.7403 - val_loss: 0.6915 - val_accuracy: 0.7419
Epoch 7/200
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113/113 [==============================] - 3s 27ms/step - loss: 0.6914 - accuracy: 0.7403 - val_loss: 0.6912 - val_accuracy: 0.7419
Epoch 8/200
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113/113 [==============================] - 3s 27ms/step - loss: 0.6911 - accuracy: 0.7403 - val_loss: 0.6910 - val_accuracy: 0.7419
Epoch 9/200
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113/113 [==============================] - 3s 28ms/step - loss: 0.6909 - accuracy: 0.7403 - val_loss: 0.6907 - val_accuracy: 0.7419
Epoch 10/200
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113/113 [==============================] - 2s 18ms/step - loss: 0.6906 - accuracy: 0.7403
113/113 [==============================] - 3s 26ms/step - loss: 0.6906 - accuracy: 0.7403 - val_loss: 0.6904 - val_accuracy: 0.7419
Epoch 11/200
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113/113 [==============================] - 2s 19ms/step - loss: 0.6903 - accuracy: 0.7403
113/113 [==============================] - 3s 26ms/step - loss: 0.6903 - accuracy: 0.7403 - val_loss: 0.6902 - val_accuracy: 0.7419
Epoch 12/200
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113/113 [==============================] - 2s 19ms/step - loss: 0.6901 - accuracy: 0.7403
113/113 [==============================] - 3s 26ms/step - loss: 0.6901 - accuracy: 0.7403 - val_loss: 0.6899 - val_accuracy: 0.7419
Epoch 13/200
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113/113 [==============================] - 3s 26ms/step - loss: 0.6898 - accuracy: 0.7403 - val_loss: 0.6896 - val_accuracy: 0.7419
Epoch 14/200
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113/113 [==============================] - 3s 26ms/step - loss: 0.6895 - accuracy: 0.7403 - val_loss: 0.6894 - val_accuracy: 0.7419
Epoch 15/200
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113/113 [==============================] - 3s 26ms/step - loss: 0.6893 - accuracy: 0.7403 - val_loss: 0.6891 - val_accuracy: 0.7419
Epoch 16/200
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113/113 [==============================] - 3s 26ms/step - loss: 0.6890 - accuracy: 0.7403 - val_loss: 0.6888 - val_accuracy: 0.7419
Epoch 17/200
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Epoch 18/200
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Epoch 19/200
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113/113 [==============================] - 3s 26ms/step - loss: 0.6882 - accuracy: 0.7403 - val_loss: 0.6880 - val_accuracy: 0.7419
Epoch 20/200
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113/113 [==============================] - 3s 26ms/step - loss: 0.6879 - accuracy: 0.7403 - val_loss: 0.6878 - val_accuracy: 0.7419
Epoch 21/200
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113/113 [==============================] - 3s 26ms/step - loss: 0.6877 - accuracy: 0.7403 - val_loss: 0.6875 - val_accuracy: 0.7419
Epoch 22/200
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113/113 [==============================] - 3s 26ms/step - loss: 0.6874 - accuracy: 0.7403 - val_loss: 0.6872 - val_accuracy: 0.7419
Epoch 23/200
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113/113 [==============================] - 2s 18ms/step - loss: 0.6872 - accuracy: 0.7403
113/113 [==============================] - 3s 28ms/step - loss: 0.6872 - accuracy: 0.7403 - val_loss: 0.6870 - val_accuracy: 0.7419
Epoch 24/200
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113/113 [==============================] - 3s 26ms/step - loss: 0.6869 - accuracy: 0.7403 - val_loss: 0.6867 - val_accuracy: 0.7419
Epoch 25/200
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Epoch 26/200
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113/113 [==============================] - 3s 26ms/step - loss: 0.6864 - accuracy: 0.7403 - val_loss: 0.6862 - val_accuracy: 0.7419
Epoch 27/200
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Epoch 28/200
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113/113 [==============================] - 3s 26ms/step - loss: 0.6858 - accuracy: 0.7403 - val_loss: 0.6857 - val_accuracy: 0.7419
Epoch 29/200
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Epoch 30/200
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113/113 [==============================] - 3s 27ms/step - loss: 0.6853 - accuracy: 0.7403 - val_loss: 0.6851 - val_accuracy: 0.7419
Epoch 31/200
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Epoch 32/200
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Epoch 33/200
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Epoch 34/200
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Epoch 35/200
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Epoch 36/200
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Epoch 37/200
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113/113 [==============================] - 3s 26ms/step - loss: 0.6835 - accuracy: 0.7403 - val_loss: 0.6833 - val_accuracy: 0.7419
Epoch 38/200
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Epoch 39/200
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Epoch 40/200
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Epoch 41/200
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113/113 [==============================] - 3s 26ms/step - loss: 0.6825 - accuracy: 0.7403 - val_loss: 0.6823 - val_accuracy: 0.7419
Epoch 42/200
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113/113 [==============================] - 3s 27ms/step - loss: 0.6822 - accuracy: 0.7403 - val_loss: 0.6820 - val_accuracy: 0.7419
Epoch 43/200
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113/113 [==============================] - 3s 27ms/step - loss: 0.6820 - accuracy: 0.7403 - val_loss: 0.6818 - val_accuracy: 0.7419
Epoch 44/200
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113/113 [==============================] - 3s 27ms/step - loss: 0.6817 - accuracy: 0.7403 - val_loss: 0.6815 - val_accuracy: 0.7419
Epoch 45/200
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113/113 [==============================] - 3s 27ms/step - loss: 0.6815 - accuracy: 0.7403 - val_loss: 0.6813 - val_accuracy: 0.7419
Epoch 46/200
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113/113 [==============================] - 3s 29ms/step - loss: 0.6812 - accuracy: 0.7403 - val_loss: 0.6810 - val_accuracy: 0.7419
Epoch 47/200
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113/113 [==============================] - 2s 20ms/step - loss: 0.6810 - accuracy: 0.7403
113/113 [==============================] - 3s 28ms/step - loss: 0.6810 - accuracy: 0.7403 - val_loss: 0.6808 - val_accuracy: 0.7419
Epoch 48/200
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113/113 [==============================] - 2s 19ms/step - loss: 0.6807 - accuracy: 0.7403
113/113 [==============================] - 3s 27ms/step - loss: 0.6807 - accuracy: 0.7403 - val_loss: 0.6805 - val_accuracy: 0.7419
Epoch 49/200
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113/113 [==============================] - 2s 19ms/step - loss: 0.6805 - accuracy: 0.7403
113/113 [==============================] - 3s 27ms/step - loss: 0.6805 - accuracy: 0.7403 - val_loss: 0.6802 - val_accuracy: 0.7419
Epoch 50/200
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113/113 [==============================] - 2s 19ms/step - loss: 0.6802 - accuracy: 0.7403
113/113 [==============================] - 3s 26ms/step - loss: 0.6802 - accuracy: 0.7403 - val_loss: 0.6800 - val_accuracy: 0.7419
Epoch 51/200
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Epoch 52/200
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Epoch 53/200
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113/113 [==============================] - 3s 26ms/step - loss: 0.6794 - accuracy: 0.7403 - val_loss: 0.6792 - val_accuracy: 0.7419
Epoch 54/200
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113/113 [==============================] - 3s 26ms/step - loss: 0.6792 - accuracy: 0.7403 - val_loss: 0.6790 - val_accuracy: 0.7419
Epoch 55/200
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113/113 [==============================] - 3s 26ms/step - loss: 0.6789 - accuracy: 0.7403 - val_loss: 0.6787 - val_accuracy: 0.7419
Epoch 56/200
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113/113 [==============================] - 3s 26ms/step - loss: 0.6787 - accuracy: 0.7403 - val_loss: 0.6785 - val_accuracy: 0.7419
Epoch 57/200
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113/113 [==============================] - 3s 26ms/step - loss: 0.6784 - accuracy: 0.7403 - val_loss: 0.6782 - val_accuracy: 0.7419
Epoch 58/200
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Epoch 59/200
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Epoch 60/200
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113/113 [==============================] - 3s 26ms/step - loss: 0.6777 - accuracy: 0.7403 - val_loss: 0.6775 - val_accuracy: 0.7419
Epoch 61/200
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113/113 [==============================] - 3s 30ms/step - loss: 0.6774 - accuracy: 0.7403 - val_loss: 0.6772 - val_accuracy: 0.7419
Epoch 62/200
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113/113 [==============================] - 3s 28ms/step - loss: 0.6772 - accuracy: 0.7403 - val_loss: 0.6770 - val_accuracy: 0.7419
Epoch 63/200
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113/113 [==============================] - 3s 27ms/step - loss: 0.6769 - accuracy: 0.7403 - val_loss: 0.6767 - val_accuracy: 0.7419
Epoch 64/200
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113/113 [==============================] - 3s 28ms/step - loss: 0.6767 - accuracy: 0.7403 - val_loss: 0.6765 - val_accuracy: 0.7419
Epoch 65/200
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113/113 [==============================] - 3s 27ms/step - loss: 0.6764 - accuracy: 0.7403 - val_loss: 0.6762 - val_accuracy: 0.7419
Epoch 66/200
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113/113 [==============================] - 3s 26ms/step - loss: 0.6762 - accuracy: 0.7403 - val_loss: 0.6760 - val_accuracy: 0.7419
Epoch 67/200
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113/113 [==============================] - 3s 26ms/step - loss: 0.6760 - accuracy: 0.7403 - val_loss: 0.6757 - val_accuracy: 0.7419
Epoch 68/200
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113/113 [==============================] - 2s 19ms/step - loss: 0.6757 - accuracy: 0.7403
113/113 [==============================] - 3s 26ms/step - loss: 0.6757 - accuracy: 0.7403 - val_loss: 0.6755 - val_accuracy: 0.7419
Epoch 69/200
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113/113 [==============================] - 2s 19ms/step - loss: 0.6755 - accuracy: 0.7403
113/113 [==============================] - 3s 26ms/step - loss: 0.6755 - accuracy: 0.7403 - val_loss: 0.6752 - val_accuracy: 0.7419
Epoch 70/200
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113/113 [==============================] - 2s 19ms/step - loss: 0.6752 - accuracy: 0.7403
113/113 [==============================] - 3s 27ms/step - loss: 0.6752 - accuracy: 0.7403 - val_loss: 0.6750 - val_accuracy: 0.7419
Epoch 71/200
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113/113 [==============================] - 2s 19ms/step - loss: 0.6750 - accuracy: 0.7403
113/113 [==============================] - 3s 27ms/step - loss: 0.6750 - accuracy: 0.7403 - val_loss: 0.6747 - val_accuracy: 0.7419
Epoch 72/200
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data[i_train,] %>% removeNonNumerics() %>% dplyr::select(-customer_ID)
///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v
dataset <- text_line_dataset("mtcars.csv", record_spec = mtcars_spec) %>%
dataset_filter(function(record) {
record$mpg >= 20 & record$cyl >= 6L
}) %>%
dataset_shuffle_and_repeat(buffer_size = 1000, count = 10) %>%
dataset_prepare(cyl ~ mpg + disp, batch_size = 128) %>%
dataset_prefetch(1)
library(keras)
library(tfdatasets)
batch_size = 128
steps_per_epoch = 500
# function to read and preprocess mnist dataset
mnist_dataset <- function(filename) {
dataset <- tfrecord_dataset(filename) %>%
dataset_map(function(example_proto) {
# parse record
features <- tf$parse_single_example(
example_proto,
features = list(
image_raw = tf$FixedLenFeature(shape(), tf$string),
label = tf$FixedLenFeature(shape(), tf$int64)
)
)
# preprocess image
image <- tf$decode_raw(features$image_raw, tf$uint8)
image <- tf$cast(image, tf$float32) / 255
# convert label to one-hot
label <- tf$one_hot(tf$cast(features$label, tf$int32), 10L)
# return
list(image, label)
}) %>%
dataset_repeat() %>%
dataset_shuffle(1000) %>%
dataset_batch(batch_size, drop_remainder = TRUE) %>%
dataset_prefetch(1)
}
model <- keras_model_sequential() %>%
layer_dense(units = 256, activation = 'relu', input_shape = c(784)) %>%
layer_dropout(rate = 0.4) %>%
layer_dense(units = 128, activation = 'relu') %>%
layer_dropout(rate = 0.3) %>%
layer_dense(units = 10, activation = 'softmax')
model %>% compile(
loss = 'categorical_crossentropy',
optimizer = optimizer_rmsprop(),
metrics = c('accuracy')
)
history <- model %>% fit(
mnist_dataset("mnist/train.tfrecords"),
steps_per_epoch = steps_per_epoch,
epochs = 20,
validation_data = mnist_dataset("mnist/validation.tfrecords"),
validation_steps = steps_per_epoch
)
score <- model %>% evaluate(
mnist_dataset("mnist/test.tfrecords"),
steps = steps_per_epoch
)
print(score)
writeCleansedCSV(file = "train_data", newFile = "cleandata",chunkSize = 100000)
read_parquet( "/Users/root1/Documents/amex-default-prediction/parquet2")